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It worked despite the huge variation in skills.
Ideally, one would like to have an exogenous source of random variation in skills.
To make a further step towards causal analysis, we exploit variation in skills from two natural experiments.
This striking pattern of results, holding for various sources of exogenous variation in skills and across different contexts, yields important implications for policy.
This paper aimed to address these sources of potential bias by estimating IV models that exploit variation in skills stemming from differences in family backgrounds and school attainment.
The second part of our analysis focuses on the United States and Germany, as these countries provide two "natural experiments" that induce quasi-exogenous variation in skills.
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There thus is wide variation in skill level and motivation among citizen scientists.
Around 40,000$, there is a very large variation in skill outcomes, with Japan and Finland doing great and Italy and Spain lagging significantly behind.
We thus do not only distinguish whether a respondent is working or not like Park and Kyei (2011), but also take variation in skill use across occupational groups into account (like OECD 2013a; Steedman and McIntosh 2001).
In Africa, the war on sexual orientation has been enthusiastically added on to wars against everything from albinos to persons of different tribes or a small variation in skill color -- as examples -- Uganda, Central African Republic and Sudan(s).
Therefore, we do not feel that variation in skill will seriously affect the outcome of the study.
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